H1ST-AI-DEN-002 · Task 2.1
The gaps you find at lock should surface now
The missing value you catch at database lock is the one that slips your timeline; the same gap caught today is a quick query. The Missing-Information Detection Agent runs template completeness analysis against your expected CRF structure, uses pattern recognition to spot gaps that simple required-field checks miss, and drafts targeted, context-aware queries so sites know exactly what to supply the first time.
The grind you know
Missing data is the query you raise more than any other, and it has a cruel habit of showing up late — sometimes not until you're trying to lock the database. Manual completeness review simply can't keep pace with enrollment, and when the best you can send is a generic 'this field is blank,' you leave sites guessing at what you actually need — and waiting through another round-trip to find out.
Part of the Clinical Data Capture family
Source-document extraction & query automation.
The missing value you catch at database lock is the one that slips your timeline; the same gap caught today is a quick query. The Missing-Information Detection Agent runs template completeness analysis against your expected CRF structure, uses pattern recognition to spot gaps that simple required-field checks miss, and drafts targeted, context-aware queries so sites know exactly what to supply the first time.
Point the agent at the CRF template and visit schedule so it knows what a complete record looks like for each form.
It compares submitted data to the expected fields and applies pattern recognition to surface both hard and inferred missing items.
For each confirmed gap it drafts a context-aware query, ready for a data manager to approve and route to the site.
Capabilities
Compares each submitted record against the expected field set for that visit and form, accounting for conditional and skip logic so it only flags fields that should be present.
Uses pattern recognition across the dataset to catch gaps that a static required-field rule misses — an unrecorded assessment implied by a related result, or a visit with a suspiciously sparse form.
Drafts a specific, plain-language query per gap that names the missing item and its visit context, so sites respond with the right value instead of asking for clarification.
Removes all 18 HIPAA Safe Harbor identifiers before any record enters completeness review, keeping PHI out of the query layer.
In practice
Where the agent shows up in the day-to-day of a live trial — the moments the grind usually lives in.
An unrecorded assessment is the kind of gap that usually surfaces when you're trying to lock the database. Template completeness analysis catches it now, against the expected field set for that visit and form, while it is still a quick query rather than a timeline risk.
You don't want a completeness check nagging sites about fields that are correctly not applicable. The analysis respects conditional and skip logic, so it only flags fields that genuinely should be present for that record.
When the best you can send is a vague blank-field notice, the site guesses and you wait through another round-trip. The agent drafts a context-aware query that names the missing item and its visit context, so the site supplies the right value the first time.
Proof
Figures shown are pre-launch targets based on internal benchmarks, not guaranteed outcomes.
Medidata Rave
EDC
Oracle Clinical
EDC
Veeva Vault
EDC
Who it's for
Extracts structured trial data from source documents with OCR and clinical NLP, de-identifying PHI as it reads.
Learn moreRuns the full query lifecycle — auto-populating responses, tracking status, and escalating by age, type, and priority.
Learn moreRecognizes symptoms and adverse events in clinical notes and prompts the right assessment before they're missed.
Learn morePeace of mind
Every output is generated inside a validated, audit-ready platform, kept under human-in-the-loop control, and mapped to the regulatory and CDISC standards this agent supports.
Walk through it on your own workflow with a clinical-trials expert — no pressure, no obligation, and honest answers, including on the limits.
